{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ceb5c707",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 导入相关的库及读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "22ccfb7e",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "import pymysql\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "# 设置中文显示问题\n",
    "\n",
    "plt.rcParams['font.family']='sans-serif'\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "\n",
    "# 连接数据库\n",
    "# mydb=pymysql.connect(host='localhost',port=3306,user='root',passwd='123456',db='hrms',charset='utf8')\n",
    "\n",
    "# # 创建游标\n",
    "# cur=mydb.cursor()\n",
    "\n",
    "# # 查看所在的数据库\n",
    "# # cur.execute(\"SELECT DATABASE()\")\n",
    "# # data=cur.fetchone()\n",
    "# # print(data)\n",
    "\n",
    "# # 查询相关的数据\n",
    "# str='select * from data'\n",
    "# cur.execute(str)\n",
    "# data=cur.fetchall()\n",
    "\n",
    "# # 获取表的列名\n",
    "# cols=cur.description\n",
    "# # 将每一个列名添加到列表中\n",
    "# col=[]\n",
    "# for i in cols:\n",
    "#     col.append(i[0])\n",
    "# # 将数据库取出的数据转换成dataframe格式\n",
    "# data=pd.DataFrame(data)\n",
    "# data.columns=col\n",
    "# data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "afb8a1f0",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 类型转化\n",
    "data=pd.read_csv('data.csv')\n",
    "#\n",
    "# data=data.astype({'AQI':'int64','Precipitation':'float64','GDP':'float64','Temperature':'float64','Longitude':'float64','Altitude':'float64','GreenCoverageRate':'float64'})\n",
    "# data=data.astype({'PopulationDensity':'int64','Incineration(10,000ton)':'float64'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54707a31",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 数据的处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "17b56340",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City                       0\n",
       "AQI                        0\n",
       "Precipitation              4\n",
       "GDP                        0\n",
       "Temperature                0\n",
       "Longitude                  0\n",
       "Latitude                   0\n",
       "Altitude                   0\n",
       "PopulationDensity          0\n",
       "Coastal                    0\n",
       "GreenCoverageRate          0\n",
       "Incineration(10,000ton)    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看缺失值\n",
    "data.isnull().sum()\n",
    "\n",
    "# data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c680647",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据分布 skew为数据的偏度 一般偏度大于1 为高度偏态,\n",
    "plt.figure(figsize=(15,6),dpi=80)\n",
    "data['Precipitation'].skew()\n",
    "sns.distplot(data['Precipitation'].dropna())\n",
    "plt.show() #由图形可知,该降雨量呈现右偏分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ac84c4f7",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 325 entries, 0 to 324\n",
      "Data columns (total 12 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   City                     325 non-null    object \n",
      " 1   AQI                      325 non-null    int64  \n",
      " 2   Precipitation            325 non-null    float64\n",
      " 3   GDP                      325 non-null    float64\n",
      " 4   Temperature              325 non-null    float64\n",
      " 5   Longitude                325 non-null    float64\n",
      " 6   Latitude                 325 non-null    float64\n",
      " 7   Altitude                 325 non-null    float64\n",
      " 8   PopulationDensity        325 non-null    int64  \n",
      " 9   Coastal                  325 non-null    object \n",
      " 10  GreenCoverageRate        325 non-null    float64\n",
      " 11  Incineration(10,000ton)  325 non-null    float64\n",
      "dtypes: float64(8), int64(2), object(2)\n",
      "memory usage: 30.6+ KB\n"
     ]
    }
   ],
   "source": [
    "# data.describe()\n",
    "# 填充数据\n",
    "data.fillna({'Precipitation':data['Precipitation'].median()},inplace=True)\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b6d26fdf",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7614282419643033\n"
     ]
    },
    {
     "data": {
      "image/png": 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WXnPnugbiCcfzOixXRHxQcOSJ9BFV4VDwR1Slta+poyhs7Dl2IWuvKSKFT8GRJ452D2ftiKq08uIIN7XV8dyxi1l9XREpbAqOPDAUi3NuYIyNWZzfSNu5voGfnBtkcDSe9dcWkcKk4MgD6YnxnATHukamHOw7oVGHiHij4MgDR7qSV/3blIPguLGtltKiEHu0u0pEPFJw5IEj3cOUFYVZWVeW9dcujoTYvqZe8xwi4pmCIw8c6R5iQ3MloSweUTXdznWNHO4eondoPCevLyKFRcGRBw53D7FhWfZ3U6XtXNcAwHPHNeoQkfkpOHKsf2SC3qFxNrVk91Dc6basqKGqNMJzOp9DRDxQcOTYke7kxHgujqhKC4eMHWsbeProBV2HXETmpeDIsSM5PBR3ul2bmjjbP8axXl2HXETmpuDIsSNdQ1SVRFheE+x1xueza9MyAHYf7slpHSKS/xQcOZY+osqycNW/uayoLWNTcxVPKThEZB4KjhxyznGke4hNLbndTZW2a1MTPz7Rx/C4llkXkdlFcl3AUnZheIL+0XhWD8V9ZN/pWR9LTDniCcf/+PZrbFlRw723rspaXSJSODTiyKH0EVX5MuJY3VBBWVGY1zqjuS5FRPJYIMFhZg+b2R4zu99PHx9tzWb2dBC1Z9Ph1BpVG7K8nPpswiHj2pYqDnUNkZjSYbkiMrOMB4eZvQ8IO+d2Aq1mtsFLHx9tdcBXgYpM155tR3uGqCsvoqmyJNelXLK5tZqxeIKTF3VYrojMLIgRxy7g0dT9J4HbPfbx2pYA7gZm3Z9iZveZWYeZdfT29l7dVmTB4a4hNjZX5fyIquk2LKsiEjJePa/dVSIysyCCowI4l7ofBZo99vHU5pyLOucG5yrAOfeQc67dOdfe1NR01RsSpKkpx+Gu/DmiKq04EmJDcxWvdkaZ0u4qEZlBEMExDKTXB6+c5TVm6uO1bVE41TfKyESC61qrc13Km1y/oprBsTj7T/fnuhQRyUNB/CHez+XdU1uBkx77eG1bFNK7gq5rrclxJW/2lpZqIiHjWwfP57oUEclDQZzH8TjwtJm1AncB95jZA865++foswNwHtsWhVfODxIJWd4cUTVdSVGYa1uq+M7LnfzeezYTCS+agZ6IZEDG/yI456IkJ7X3Am93zh28IjRm6jPotW3ac+zKdO3Z9Mr5KOuXVVISCee6lBldv7KWC8MT7D3el+tSRCTPBPKvpHOu3zn3qHOuy08fr22Lwaud0bzcTZV2bUsVVSURHjtwNteliEie0T6IHOgZitE7NJ6XE+NpReEQ79m6nO/8pJOhWDzX5YhIHlFw5EB6YnxzHgcHwC9sayMWn+I7L3fmuhQRySMKjhx4+ewgZvkfHDevqmVtUwVf79DuKhG5TMGRAwfPDrCuqZLq0qJclzInM+Pu9jY6TvVfWldLRETBkWXOOV48M8jWlbW5LsWTD7S3URwJ8bW9J3NdiojkCQVHlp0bGOPC8Dg3tuXvEVXT1VcU854blvPNA+c0SS4igIIj6w6eSZ6KsrWtNreF+PDh29YwMpHgH/drrkNEFBxZd/DsAMXhENe25PfE+HQ3ttVy86paHn7mBJOJqVyXIyI5puDIshfPDLC5tZriSGF963/jjnWc7R/j2zo0V2TJK6y/XgUunpji5bOD3FhAu6nS3vmWZtYvq+RLu4/hnJZbF1nKFBxZ9PK5QcbiCW65pj7XpfgWChm/ccc6DnUN8f1XFtXqLyLik4Iji358Irlg4PY1hRccAP/hxlbWNlXwxz84omuSiyxhQSyrLrP48Yk+1jZV0FSVP9cYn8sj+06/qe2Td27iNx85wOMvnOP921bmoCoRyTWNOLIkMeV4/mQft17TkOtSFuSuLS3csLKGB79/iJHxyVyXIyI5oODIkkNdUYZik9xagPMb04VCxh/8u+vojo7z+Sdfz3U5IpIDCo4sSV8QaXuBBwfAzavqeP/NK3n4meMc6ormuhwRyTIFR5b825Fe1jZWsKK2LNelZMRnf/ZaqkuL+OSjB4nrpECRJUXBkQVjEwn2Hr/IHZuacl1KxjRUlvC5917PK+ej/Om/Hs11OSKSRQqOLNh7/CITk1Ps2rQs16Vk1Lu3tPAf21fyhade54evdee6HBHJEh2OmwW7D/dQWhQq+InxmfzRv9/CK+ej/Nd/eJFvfGwnG5urLj020+G8APfeuipb5YlIADTiCJhzjt1HerltbQOlReFcl5NxpUVhvvyhbZQVhfmlh/dxpm801yWJSMAUHAE71DXEqYuj/PRbmnNdSmDa6sv5m1+5hbGJBPc8tJfjvcO5LklEAqRdVQH71sHzhEPGXVtacl1KRsy1++mRX9vBR/7qx/zCl5/jz++9OcuViUi2aMQRIOcc33rpPD+1vpGGysJYZmQhtqyo4R8/tpO68iI++Jd7efJQt9a0ElmENOII0MGzg5zpG+O/vGNDrkvJmmsaK/inj9/OZx97mX8+eJ5Xzke5a8ty1i+rvNRHk+YihU3BEaDHDpylOBziXdctjt1UXlWWRPizX7yJ6tII33qpk7969gRrGyt41+ZmVjVU5Lo8EVkgBUdAhmJxvrH/LO+5YTk1ZUW5LicnNrfWsKG5ih+f6GP3kV6+/KPjrK4vZ8e6Bq5rrSYS0p5SkUKk4AjIYwfOMTKR4CM71+S6lJwqCof4qfWNtK+p4/kTfew90cc/PH+GqpII26+p55Y19VQv0WAVKVQKjgBMTTm++txJtrbVsrUALxMbhJJImNs3NLFzfSNHu4fYe7yPpw71sPtwD5uaq2hfU89kYopIWKMQkXyn4AjAt146z/HeEf70nhtzXUreCZmxqaWaTS3VXBwe5/mT/Rw43c9rXaf4watdfGBbG3dvb6OtvjzXpYrILBQcGTYxOcX/+sER3rK8mp+/oTXX5eS1hsoS3r2lhTs3N3O4K8q5gTG+uPt1vvDU67x1QyN3b2/jzs3NlES8nXGvo7VEskPBkWF/t+8Up/tG+covbycUslyXUxDCIWNzaw0PvPd6zg+M8fWOszzacYaPP/ICVSUR7ryumZ+/oZWfWt9IcUS7skRyTcGRQScujPDg9w7zto1N7Nq4eJZQz6bW2jI+8c4NfPwd69lz7AL//OJ5vvdKF48dOEdFcZid6xu5Y2MTO9c1cE1jBWYKZ5FsU3BkyMTkFL/96IsUR0I8+P4b9AdtgcIh460bmnjrhiYeeO8Wnj5ygacO97D7cC9PvJpcwr2+opib2mq5fmUNG5ur6InGaKgsIayRnkigFBwZkJhy/PajL/LC6QG+cO9NtNSU5rqkRaUkEuadm5t55+ZmnHMcvzDC8yf62H8qObH+5OEeXGplk7AZDZXFNFQUU1dRTF15MU1VJaysK6OtvpzKEv3KiyyUObe41xJqb293HR0dgT1/LJ7gs4+9zGMvnOMzd13Lr9+xbsHPOdskr1w2fcJ7bCLBsd5hvrrnJN3RcXqGYvSPTtA/EmfiisvaVpVEWFZdQnN1KcuqUh+rS2muLmFZVSn7jl+ksjTyhgn52SbXZ/o5LdWJeH0vFh8z2++ca5/pMf37tQCvdUb59Dde4uDZQT5558aMhIb4V1YcZsuKGm5aVfeGduccIxMJbrmmnjN9o5ztH6M7GqNnKEZ3dJyOU/30DI0zMfnma6YXh0NUlkaoKonwzOu9NFWW0FQ17VZZSnQsTmVphNAS3S2ZmHKEDO2WXYIUHD5NTTleODPA3+07xeMvnKO6rIgvf2gb714ky6YXCi+jMjOjsiTCjW213HjFiZjpr3fOMRZPEI1NMjQWZ3h8kqHYJEOxOEPjkwzHJjnSPcyzr19kcCz+ptcIGVSVFlFTlrwd7x2mpaaU1toyWmpKWV5TyrKq0sDmXWb7PtyzvY2xeIKRiUnGJhKMjCf4pxfPMT45xcTkFBOJ1MfJKTa2VDE6PsnIRIKxieTH473Db+g3OeVIXHFL76sIh4xwyIiEjKJwiLKiMOUlYZ59/QK15UU0pEO3svhS6DZVlVBWnH8XNlvoyGmpHBIeSHCY2cPAW4DvOOce8NpnIW2ZFosnODeQ+g81Os65gTFe7Yyy73gfF4bHqSgO85Gda/jET2+gtrw4iBIkC8yM8uII5cURWqpnnptKv+lj8QQXhsfpHUre/uWlTqKxONGxOANjcToHx/jbfaeIxd84ggmHjGVVJclAqSmjqaqEypIIFSURKkvClBdHKEodZmxA+h/48fgUsckEsfgUsXiC8XiC2OQUI+OpMJiY5FjvyKUAmEhMMT45RXxyis9+82XP34PvvdJFRXGY8pII5cXJeiYTjtKiMNVlRRSHQ0TCRsiS4RAOGaGQETZjypEKkmS4xBOOsYlJRicSHOqK0j8ap390gpn2iFeWRGhMh0lVCU2VJTSmQqaxsiS1yzBEaVGY0qLwpfthMxzu0nM6kv8AAEw5LoXd+GQi9XGK8fgUE4kE4/GpS+E5Pi08k9+/BAfPDDI5NcVkIhWMDg6c7sc5cDi44jWTHy9v0+m+0UujsJCBYZjBke6h5PcvbBSFkwFbFA5RHA4lP48k7xdHQpceKwpb8vHIFZ9P65d8PPl8kZBlbfSX8eAws/cBYefcTjP7opltcM4dna8PcP3Vtl35/Jnw/Ve6+MT/e/ENbW31Zexc18AdG5v4mS0tmmhdYkqLwqysK2dlXfKs9gvDE2/q84u3tDE4FqdzMEbn4BidgzG6BmOcH4jRFR3jtc4oPzoyzsjEJFdzqZLSohAVxRHKisNUFEcYjycoiYSpKEn+kU3/8dm2ui4ZAiWRZCgUR9h3/CLFkeTjJZEwRWGjJBLmw7etftM5R5mYZ0sH7mRiir7RiUuB2zs0zoXh1OfD4/QOxTjcNcQzQxeIxiYX/LpXKxxK/rGPhJJ/hNPfk87BsUt/kM0uB3s6FJJhbzjnGByL4xxMpUJlyiUD5rXOKFOOS6E0GdB1aorDocv1GfzaW9fyyXdtyvjrZHxy3Mz+DPiec+47ZvYLQJVz7ivz9QFuutq2GZ7/PuC+1KebgMMZ3cjgNQIXcl3EAmkb8oO2IT8U4jasds7NeEJaEP8yVwDnUvejwHqPfRbS9gbOuYeAhxayEblkZh2zHc1QKLQN+UHbkB8WwzZMF8T6DcNAWep+5SyvMVOfhbSJiEiWBPFHdz9we+r+VuCkxz4LaRMRkSwJYlfV48DTZtYK3AXcY2YPOOfun6PPDpIHKlxt22JTsLvZptE25AdtQ35YDNtwSSBnjptZHXAn8CPnXJfXPgtpExGR7Fj0S46IiEhmaWJZRER8UXDkGTN72Mz2mNn98/fOPjOLmNlpM9udul1vZn9oZs+b2Rem9fPUlgtm1mxmT6fuF5nZv6S+5x9daFsO6l9hZmen/TyaUu1v+j3y2paF+mvM7Ltm9oSZfdPMihdSbx5twxveF6l+BfXe8ErBkUemn1EPtKbOlM83NwB/75zb5ZzbBZSQPMrtFuCsmb3TzNq9tOWi+NT82FdJng8E8FtAR+p7/h4zq1pgW7brvxX4XPrn4Zzrnen3yGtb0PWnfBD4E+fcnUAXcM/V1ptH2/Bppr0vnHMve30f5Mt7ww8FR37ZBTyauv8klw87zic7gPea2TNm9nfAO4BvuORk2b8CbwXe5rEtFxLA3SRPHoU3fs/3AO0LbAvalfXvAP6zmT1nZv871Ta9rvTvkde2wDnnvuiceyL1aRPwIY+1eW0L3AzbMMm094WZRfD+PsiX94ZnCo78cuVZ8c05rGU2zwN3OOduBwZInox5Zc0zbUdebJtzLuqcG5zW5LXWvNimGer/LrDTOXcbsNHMbvBRa05/JmZ2G1AHnPFYWz5vwxO88X3xsz7qzYv3hh8KjvxSCGfFv+Sc60zdP0Thn/Ff6KsY7HHODaXuHwI2zFJXXtVvZvXA54GPLrDefNmGK98XBfFzuFp5X+ASUwhnxX/NzLaaWRh4L8n/lgr5jP9CX8Xg+2a23MzKgZ8BfjJLXXlTv5kVk9y99Bnn3KkF1psv23Dl++Kgj3rz4ffIH+ecbnlyA6pJ/sL9CfAaUJPrmmaocQvwEvAy8DmS/3w8C/wpyVWIr/HaluPt2J36uBp4JVXX80B4IW05qP/tJP/DfQn4+Gy/R17bslT7x4B+YHfq9pGrrTePtuH3p78vUn0K8r3h5aYTAPOMFeBZ8WZWBvwccMA5d9xPWz6w5PI1twPfd6n5g4W05YOZfo+8thVavfmyDTMp9PfGbBQcIiLii+Y4RETEFwWHiIj4ouAQERFfgrgeh4hMY2ZG8oiZm4EeIAZsJnm28f91zv2Fmf01yUMxh0meQPaLzrnhnBQsMg+NOESC99PAGpc8q/gnwAeAj5M87+L3U2d7A/yWc+6twD6SayGJ5CUFh0jwdpE81h+SZxo/BeCcuwh8m+RaRdPVAWNZqk3ENwWHSPCagKiZ/RLwLZK7rNIuArWp+5+35HLp5cDfZ7VCER80xyESvEGgyjn3l2bWC/zLtMfqgbOp+7/lnHsm69WJ+KQRh0jwniU5nwHJCXAAzKwWuIvkcuAiBUMjDpHg/TPwbjN7DhhNtX0eGAc+5Zw7lDzwSqQwaMkRERHxRbuqRETEFwWHiIj4ouAQERFfFBwiIuKLgkNERHxRcIiIiC//H1KAfXtf657bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据正态分布特征,可以将3δ之外的数据视为异常值,以GDP为例,绘制GDP的分布\n",
    "sns.distplot(data['GDP'])\n",
    "print(data.GDP.skew())  #偏度严重偏离1 所以呈现严重的右偏分布,也就存在极大的异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2f03c910",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均值: 2390.9018153846155\n",
      "标准差: 3254.876921271433\n",
      "下限 -7373.728948429683\n",
      "上限 12155.532579198914\n"
     ]
    }
   ],
   "source": [
    "# 找出异常值\n",
    "mean,std=data['GDP'].mean(),data['GDP'].std()\n",
    "lower,upper=mean-3*std,mean+3*std\n",
    "print(\"均值:\",mean)\n",
    "print(\"标准差:\",std)\n",
    "print(\"下限\",lower)\n",
    "print(\"上限\",upper)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2395812f",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16     22968.60\n",
       "63     18100.41\n",
       "202    24964.99\n",
       "207    17502.99\n",
       "215    14504.07\n",
       "230    16538.19\n",
       "256    17900.00\n",
       "314    15719.72\n",
       "Name: GDP, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取3倍标准差之外的数据\n",
    "data['GDP'][(data.GDP<lower)|(data.GDP>upper)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dec00b81",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 箱线图\n",
    "sns.boxplot(data=data['GDP'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "466a3435",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='GDP', ylabel='Density'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 异常值处理 :删除异常值 视为缺失值处理 对数转换 使用临界值填充 使用分箱离散化处理\n",
    "# 1.对数转化\n",
    "import numpy as np\n",
    "fig,ax=plt.subplots(1,2)\n",
    "fig.set_size_inches(15,5)\n",
    "sns.distplot(data['GDP'],ax=ax[0])\n",
    "sns.distplot(np.log(data['GDP']),ax=ax[1])\n",
    "\n",
    "# 利用对数处理异常值比较简单 但是有局限性:\n",
    "# 1.去对数只能针对正数操作,不多可以通过如下方式进行转化 np.sig(X)*np.log(np.abs(X)+1)\n",
    "# 2.适合于右偏分布,不适合左偏分布,因为取对数只能将尽可能大的数转换为小的数值,而对于小的数变化不大."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a0f20bbf",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>AQI</th>\n",
       "      <th>Precipitation</th>\n",
       "      <th>GDP</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Altitude</th>\n",
       "      <th>PopulationDensity</th>\n",
       "      <th>Coastal</th>\n",
       "      <th>GreenCoverageRate</th>\n",
       "      <th>Incineration(10,000ton)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Baoding City</td>\n",
       "      <td>220</td>\n",
       "      <td>566.9</td>\n",
       "      <td>2757.80</td>\n",
       "      <td>13.258904</td>\n",
       "      <td>115.500183</td>\n",
       "      <td>38.857071</td>\n",
       "      <td>17.2</td>\n",
       "      <td>4565</td>\n",
       "      <td>否</td>\n",
       "      <td>30.96</td>\n",
       "      <td>49.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Baoding City</td>\n",
       "      <td>220</td>\n",
       "      <td>566.9</td>\n",
       "      <td>2757.80</td>\n",
       "      <td>13.258904</td>\n",
       "      <td>115.500183</td>\n",
       "      <td>38.857071</td>\n",
       "      <td>17.2</td>\n",
       "      <td>4565</td>\n",
       "      <td>否</td>\n",
       "      <td>30.96</td>\n",
       "      <td>49.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Luohe City</td>\n",
       "      <td>85</td>\n",
       "      <td>831.0</td>\n",
       "      <td>992.85</td>\n",
       "      <td>15.704110</td>\n",
       "      <td>114.041092</td>\n",
       "      <td>33.572510</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5283</td>\n",
       "      <td>否</td>\n",
       "      <td>34.39</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Luohe City</td>\n",
       "      <td>85</td>\n",
       "      <td>831.0</td>\n",
       "      <td>992.85</td>\n",
       "      <td>15.704110</td>\n",
       "      <td>114.041092</td>\n",
       "      <td>33.572510</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5283</td>\n",
       "      <td>否</td>\n",
       "      <td>34.39</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             City  AQI  Precipitation      GDP  Temperature   Longitude  \\\n",
       "13   Baoding City  220          566.9  2757.80    13.258904  115.500183   \n",
       "109  Baoding City  220          566.9  2757.80    13.258904  115.500183   \n",
       "149    Luohe City   85          831.0   992.85    15.704110  114.041092   \n",
       "218    Luohe City   85          831.0   992.85    15.704110  114.041092   \n",
       "\n",
       "      Latitude  Altitude  PopulationDensity Coastal  GreenCoverageRate  \\\n",
       "13   38.857071      17.2               4565       否              30.96   \n",
       "109  38.857071      17.2               4565       否              30.96   \n",
       "149  33.572510      62.0               5283       否              34.39   \n",
       "218  33.572510      62.0               5283       否              34.39   \n",
       "\n",
       "     Incineration(10,000ton)  \n",
       "13                     49.27  \n",
       "109                    49.27  \n",
       "149                    22.00  \n",
       "218                    22.00  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 重复值处理\n",
    "print(data.duplicated().sum())\n",
    "data[data.duplicated(keep=False)] #keep=first/last/False first表示为除了第一次出现的其余标记为重复,last\n",
    "# 表示为除了最后一次出现的其余标记为重复,false表示为凡是重复都标记为重复"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bd610ad2",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 删除重复值  一般为无用数据,所以默认删除\n",
    "# data.drop_duplicates(inplace=True)\n",
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "546bc986",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f3114be",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### 提取AQI最好的5个城市"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bd938698",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City', ylabel='AQI'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "t=data[['City','AQI']].sort_values('AQI')\n",
    "t=t.iloc[:5]\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot(x='City',y='AQI',data=t)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d077778f",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### 提取最差的5个城市"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b87fc392",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City', ylabel='AQI'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取最差的5个城市  loc是根据索引查询,iloc是根据行号进行查询,行号默认是从0开始\n",
    "t1=data[['City','AQI']].sort_values('AQI',ascending=False)\n",
    "t1=t1.iloc[:5]\n",
    "sns.barplot(x='City',y='AQI',data=t1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd6af0cb",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### 城市空气质量等级统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1d26a6da",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='AQI', ylabel='count'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def aqi_level(x):\n",
    "    if x>=0 and x<=50:\n",
    "        return '一级'\n",
    "    elif x>=51 and x<=100:\n",
    "        return '二级'\n",
    "    elif x>=101 and x<=150:\n",
    "        return '三级'\n",
    "    elif x>=151 and x<=200:\n",
    "        return '四级'\n",
    "    elif x>=201 and x<=300:\n",
    "        return '五级'\n",
    "    else:\n",
    "        return '六级'\n",
    "level=data['AQI'].apply(aqi_level)\n",
    "# level01=level.value_counts()\n",
    "sns.countplot(x=level,order=['一级','二级','三级','四级','五级','六级'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a24be30",
   "metadata": {
    "hidden": true
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fdef7b00",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Longitude', ylabel='Latitude'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(10,5),dpi=80)\n",
    "sns.scatterplot(x='Longitude',y='Latitude',hue='AQI',palette=plt.cm.RdYlGn_r,data=data)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "1551eec0",
   "metadata": {
    "hidden": true
   },
   "source": [
    "从图中可以看出西部城市好于东部,南部城市好于北部城市"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "374ad9a5",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### 沿海城市空气质量是否优于内陆城市"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4cdc8d27",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ngOO7j3cw+psIN3aPORbYA/x+97ifAma6bTuA85Lc0j3fYo+VJs4zfCWpQe75S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KD/hepdk/CMpu8jwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数量统计\n",
    "data['Coastal'].value_counts()\n",
    "sns.countplot(x='Coastal',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3fe30393",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分布统计 sns.stripplot 散点分布统计\n",
    "\n",
    "sns.stripplot(x='Coastal',y='AQI',data=data,jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "de942bd5",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分簇散点图\n",
    "sns.swarmplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bee447f8",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按照是否沿海分别计算空气质量的均值  绘制柱状图\n",
    "data.groupby('Coastal')['AQI'].mean()\n",
    "sns.barplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2da9f627",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 在柱状图图中仅显示了内陆城市和临海城市的空气质量指数的均值对比,为此我们可以在绘制箱线图\n",
    "# 显示更多的信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "02078d0f",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEECAYAAADAoTRlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAATmUlEQVR4nO3dfZBddX3H8fc3uwRDIgrLNpVMY8bZdHwoxuqWIhKJmmASx7YwHa1Vs+ND0xnbENt/6kNmqvWhTuvYCfFpMtLpYsWKWK0zQCQpMgIRxw0+BCvKigmyFWZdLEtMJNnNt3/cE5IsuwmYPfds9vd+zdzhnt+5557vhruf+9vfOed3IjORJJVlTtMFSJLaz/CXpAIZ/pJUIMNfkgpk+EtSgQx/SSpQZ9MFPBnnnXdeLlmypOkyJOm0smvXrl9kZvdk606L8F+yZAkDAwNNlyFJp5WI2DvVOod9JKlAtYR/RJwbEasi4rw63l+SdGqmPfwj4lnADcCFwNcjojsiro6InRGx6ZjXPaFNktQedfT8XwD8TWZ+CPga8EqgIzMvBs6PiKURccXEthrqkCRNYdrDPzN3ZOadEfFyWr3/VwPXVatvAS4BVkzSpjYYGRnhyiuvZGRkpOlSJDWorjH/AF4PHAICGKpWjQILgfmTtE18j/URMRARA8PDw3WUWaT+/n52797NNddc03QpkhpUS/hny18BO4GLgHnVqgXVPvdN0jbxPbZmZm9m9nZ3T3qaqp6ikZERtm3bRmaybds2e/9Sweo44Pt3EbGuWnwm8BGODussA/YAuyZpU836+/s5fPgwAOPj4/b+pYLV0fPfCrw5Ir4BdABfqZY/BryO1plAk7WpZjt27GBsbAyAsbExtm/f3nBFkppSxwHfX2bmqsx8eWa+IzMfoXWA907gFZn5SGaOTmyb7jr0RCtXrqSzs3VRd2dnJ6tWrWq4IklNacsVvtUXwnWZ+eCJ2lSvvr4+5sxp/S/v6Ohg3bp1J9lC0mzl9A4F6erqYvXq1UQEq1evpqurq+mSJDXktJjYTdOnr6+PPXv22OuXCmf4F6arq4urrrqq6TIkNcxhH0kqkOEvSQUy/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4S1KBDH9JKpDhL0kFMvwlqUCGvyQVyPCXpAIZ/pJUIMNfkgpk+EtSgQx/SSqQ4S9JBTL8JalAhr8kFcjwl6QCGf6SVCDDX5IKNO3hHxHPiIibImJ7RHw5IuZGxP0RcWv1uKB63fsj4tsR8fHprkGSdGJ19PzfCHwsM1cBDwLvAj6fmSuqx+6I6AUuAS4EHoiIlTXUIUmawrSHf2Z+MjO3V4vdwBhweUTcHhGfi4hO4OXAlzIzgR3A8umuQ5I0tdrG/CPipcA5wHbg0sy8BPg/YC0wHxiqXjoKLJxk+/URMRARA8PDw3WVKUlFqiX8I+JcYAvwVuD7mfnzatU9wFJgHzCvalswWR2ZuTUzezOzt7u7u44yJalYdRzwnQtcB7w7M/cCn42IZRHRAVwOfA/YRWvMH2AZsGe665AkTa2Onv/bgJcA742IW4EfAJ8Fvgt8MzN3ALcDvx8Rm6kOCNdQhyRpCtE65trAjiPmAa8B7srM+0702t7e3hwYGGhPYZI0S0TErszsnWxdZ7uLOSIzDwDXN7V/SSqZV/hKUoEMf0kqkOEvSQUy/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4F2ZkZIQrr7ySkZGRpkuR1CDDvzD9/f3s3r2ba665pulSJDXI8C/IyMgI27ZtIzPZtm2bvX+pYIZ/Qfr7+xkfHwdgbGzM3r9UMMO/IDt27Hg8/MfHx9m+fftJtpA0Wxn+BbnwwgtPuCypHIZ/QQYHB49b/slPftJQJZKaZvgX5IEHHjhu+Wc/+1lDlUhqmuFfkCVLlpxwWVI5DP+CbNq06YTLksph+Bekp6fn8d7+kiVL6OnpabYgSY0x/AuzadMm5s+fb69fKlxjN3BXM3p6erjhhhuaLkNSw+z5S1KBDH9JKpDhL2lGcLrx9jL8Jc0ITjfeXoZ/YexdaSY6drrxm266yc9nG0x7+EfEMyLipojYHhFfjoi5EXF1ROyMiE3HvO4JbaqfvSvNRP39/Rw6dAiAQ4cO+flsgzp6/m8EPpaZq4AHgT8DOjLzYuD8iFgaEVdMbKuhDk3gzVw0U23fvp3MBCAzufnmmxuuaPab9vDPzE9m5pGJ4ruBNwHXVcu3AJcAKyZpU836+/s5fPgw0JrP396VZoqFCxeecFnTr7Yx/4h4KXAO8DNgqGoeBRYC8ydpm7j9+ogYiIiB4eHhusosyo4dOxgbGwNad/LyZi6aKR566KETLmv61RL+EXEusAV4K7APmFetWlDtc7K242Tm1szszcze7u7uOsoszvLly0+4LDVl1apVRAQAEcFll13WcEWzXx0HfOfSGtJ5d2buBXZxdFhnGbBnijbV7MiYqjTT9PX10dnZmm3mjDPOYN26dQ1XNPvV0fN/G/AS4L0RcSsQwJsj4mPA64AbgK9M0qaa3X777cct33bbbQ1VIh2vq6uLNWvWEBGsWbOGrq6upkua9eo44PupzDwnM1dUj35aB3jvBF6RmY9k5ujEtumuQ0+0cuVKOjo6AOjo6GDVqlUNVyQd1dfXxwUXXGCvv03idBgK6O3tzYGBgabLOO2NjIzwhje8gYMHD3LmmWdy7bXX2sOSZrGI2JWZvZOt8wrfgnR1dbF69WoigtWrVxv8UsGcz78wfX197Nmzxz+tpcIZ/oXp6uriqquuaroMSQ1z2EfSjOCkg+1l+EuaEZx0sL0c9mmjLVu2MDg42GgNQ0OtWTUWLVrUaB3Qup/whg0bmi5DM8DESQfXrVvnCQk1s+dfmAMHDnDgwIGmy5CO46SD7ed5/oXZuHEjAJs3b264EumotWvXsn///seXzzrrLG688cYGK5odPM9f0oy2cuXKx+f26ezs9OrzNjD8JTWur6+POXNacdTR0eF1KG1g+EtqnFeft59n+0iaEbz6vL0Mf0kzgleft5fDPpJUIMNfkgpk+EtSgRzzl+TUIxOUMPWI4S9pRnDakfYy/CXNiF6uU4+0l2P+klQgw1+SCmT4S1KBTjjmHxH3AhPnfA4gM/N3a6tKklSrE4Z/Zi5tVyGSpPZx2EeSCnSyYZ85wOuAPwDOBh4BdgJ3Z+aP6y9PklSHk/X8rwb+GLgPuAOYC3wB2BkRz5lqo4hYGBG3Vc8XRcQDEXFr9eiu2q+OiJ0RsWlafhJJ0pN2sou8ejJz+ZGFiHgYuB74x8y8b7INIuIcoB+YXzX9IfChzPzUMa+5AujIzIsj4pMRsTQz7z2VH0SS9OSdrOc/HBEfiYi1EXEpMA78ETB8gm3GgdcDo9XyRcA7IuKbEfEvVdsK4Lrq+S3AJb9J8ZKk38zJev5vBjYAbweeXrV9AxibaoPMHAWIiCNNNwEfyMxHI+KGiHghrb8Khqr1o0DPxPeJiPXAeoDFixc/mZ9FkvQknaznfwgYAH4KdAO9tL4wPv4U9rEzMx+tnt8DLAX2AfOqtgWT1ZGZWzOzNzN7u7u7n8LuJEknc7LwHwFuoHVh16uA72Tm32fmrU9hH1+LiGdFxFnAq4G7gV0cHepZBux5KkVLkk7NyYZ9FgOX0Qrt24HzIuKdwC2Z+f0nuY/3A18HDgKfzswfRcTPgdsi4nxgDa3jApKkNjnZFb6/pHVq5xcAIuICWl8EH6X1pXCibVdU//068NwJ60YjYgWwCvinzHzkN6pekvQbeUrz+WfmbmA3rfA/JdUXy3UnfaEkado5vYMkFcjwl6QCGf6SVCDDX5IKZPhLUoEMf0kqkOEvSQUy/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4S1KBDH9JKpDhL0kFMvwlqUCGvyQVyPCXpAIZ/pJUIMNfkgpk+EtSgQx/SSqQ4S9JBTL8JalAhr8kFaiz6QLaYcuWLQwODjZdxoxw5N9h48aNDVcyM/T09LBhw4amy5Darpbwj4iFwPWZuTwizgC+DJwLfCYz/3WytjrqOGJwcJDv3v1Dxs86t87dnBbmHEwAdt33UMOVNK9j/8NNlyA1ZtrDPyLOAfqB+VXTBmAgM98XEf8ZEV8E/mJiW2Y+Ot21HGv8rHM58Ny1de5Cp5l599zYdAlSY+oY8x8HXg+MVssrgOuq5zuB3inajhMR6yNiICIGhoeHayhTkso17eGfmaOZ+cgxTfOBoer5KLBwiraJ77M1M3szs7e7u3u6y5SkorXjbJ99wLzq+YJqn5O1SZLapB2huwu4pHq+DNgzRZskqU3acapnP3BjRCwHng98i9aQz8Q2SVKb1Nbzz8wV1X/3AquAO4CVmTk+WVtddUiSnqgtF3ll5v9y9OyeKdskSe3hgVZJKpDhL0kFMvwlqUBFTOwmzVROOniUkw4er+5JBw1/qUGDg4Pc+4PvsHiBJ7zNPdQaiHhs70DDlTTv/n0dte/D8JcatnjBOO958ejJX6hifPius2vfh2P+klQgw1+SCmT4S1KBihjzHxoaomP/I968Q8fp2D/C0NBY02VIjbDnL0kFKqLnv2jRIh58rNPbOOo48+65kUWLnnAfIakI9vwlqUCGvyQVyPCXpAIZ/pJUIMNfkgpk+EtSgQx/SSqQ4S9JBTL8JalAhr8kFcjwl6QCGf6SVCDDX5IKVPusnhHRCdxXPQA2AH8KrAW+lZl/XXcNkqTjtaPn/0Lg85m5IjNXAGcClwAXAg9ExMo21CBJOkY75vO/CLg8Il4G7AW+B3wpMzMidgCvBXa0oQ5pxhkaGuJXj3bw4bvObroUzSB7H+1g/tBQrftoR/h/G7g0M38eEZ8A5gE/qtaNApPeTSMi1gPrARYvXnzKRXTsf9jbOAJzfj0KwOGnGTYd+x9mio+fNOu1I/y/n5mPVc/vAebS+gIAWMAUQ0+ZuRXYCtDb25unUkBPT8+pbD6rDA4+CkDPcww9WNj4Z2PRokU8NvZz3vPi0Ubr0Mzy4bvO5sxFi2rdRzvC/7MR8SHgbuBy4FZaY/7/ASwD9tRdwIYNG+rexWlj48aNAGzevLnhSiQ1qR3h/w/AtUAAXwU+CNwWEZuB1dVDktRGtYd/Zt5N64yfx1Vn+LwG2JyZP627BknS8drR83+CzDwAXN/EviVJXuErSUUy/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4S1KBGjnPX9JR9+9zVk+Ah/a3+qILzzrccCXNu39fB0tr3ofhLzWo6YnlZpKDg4MAnPls/02WUv9nw/CXGuSkg0c56WB7OeYvSQUy/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4S1KBDH9JKpDhL0kF8gpfSWzZsoXBanqFphzZ/5ErfZvU09Mz66++NvzbyF+w45XwC6Ynb968eU2XUBTDvzD+gmkyfgmXx/BvI3/BJM0UHvCVpAIZ/pJUIMNfkgrUaPhHxNURsTMiNjVZhySVprHwj4grgI7MvBg4PyLqvmWlJKnSZM9/BXBd9fwW4JLmSpGksjQZ/vOBoer5KLDw2JURsT4iBiJiYHh4uO3FSdJs1mT47wOOXHG0YGItmbk1M3szs7e7u7vtxUnSbNbkRV67aA313AksA3405Qt37fpFROxtV2EFOA/4RdNFSJPwszm9nj3VisjMdhZydMcRZwO3Af8NrAEuysxHGimmMBExkJm9TdchTeRns30aG/bJzFFaB33vBF5h8EtS+zQ6t09m/pKjZ/xIktrEK3zLtLXpAqQp+Nlsk8bG/CVJzbHnL0kFcj7/AkTEV4CnA0nrC78TOAgEcGZmenW1GhURP+ToRZ9HPC8zFzVRTwkM/wJk5p8ARMQC4Cbg2sz8VKNFScf7NbBjQpvBXyPDvxAR8WLgGlp/AfwwIm4B/gv4dGY+1mhxUsvE8P/zRqoohOE/y0XEc4F3Ay8E/hJ4S7XqTcAHgR9ExFsy87aGSpQA7gM+OqHtoSYKKYVn+8xyEfF84CXA5zLzcER8Bvj3zLy1Wr8ceDAz722wTBUqIp4HrAfGp3jJHOCrRz6vmj6GfwEi4reAe4HdE1a9AHhRZjpvkhoREXNpTey4FrgbeBawHPgw0AHMBfZl5oHGipylHPYpwxjwncxccWxjRGxj6h6XVLvMPAg8HBF/C/QBB4DX0fprNYDPZKazANTAnn8BIuKZwP3A/0xY9Vzg9zLzgbYXJVUi4jXAe4AzaB30PZiZ72u0qALY8y/DGcBdU/T8OxqpSAIi4tm0DvSuonUdyjuBV0bEWlr3+zgP+ERmfrCxImcpe/4FiIg5wNOdOVUzUUScl5nO4d9mhr8kFci5fSSpQIa/JBXI8FfxIuIDEbEzIr5czX90Ku/1ooh40ZN87a2nsi/pVBj+KlpEXEzroqKXATfTutr0VLyoekgzmqd6qnSvBm7MzIyIrwEXRMTngfOBB2jNhTSX1u1Gnwbszcy3RMQ84IvA2cAvaF2Y9AHgcoCIeHNmvqr6S+K4bdv740mTs+ev0i0EHgbIzPuA3wHuzsxLgR8Db6U15cAngDXAkohYCDwfOJyZL6d168EFmflu4CPARzLzVdX7T7at1DjDX6UbpTW3DBFxIfDPwLeqdd8CngccAt4OfA44l9bFR3cBd0fEzcBrgf1TvP9k20qNM/xVujtoXV0KcCnwLuCiavki4AfA24DrgTcAv6rWLQPuyMzLgHNoHTeA1tw0ZwFEREyxrdQ4w1+l+ypwX0TspBXg/wa8ICK+ASytlrfTuifCLdU2i4A9wJXVdr8NDFTrtgNXRMQd1ftNtq3UOK/wlaQC2fOXpAIZ/pJUIMNfkgpk+EtSgQx/SSqQ4S9JBTL8JalA/w/Bk+IFnhcNMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e0db67ff",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制小提琴图\n",
    "sns.violinplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5d0b2b27",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将箱线图和小提琴图绘制在一起\n",
    "sns.violinplot(x='Coastal',y='AQI',data=data,inner=None)  #inner 绘制小提琴的手柄不显示\n",
    "sns.swarmplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1b4db3d",
   "metadata": {
    "hidden": true
   },
   "source": [
    "由以上结论无法得出沿海城市和内陆城市哪个城市空气质量好,因此再次利用两个独立样本t检验进行验证"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d75ee04",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "##### 两独立样本t检验"
   ]
  },
  {
   "cell_type": "raw",
   "id": "e395196e",
   "metadata": {
    "hidden": true
   },
   "source": [
    "为了进一步验证结果，我们可以使用两独立样本检验，来查看临海城市与内陆城市的均值差异是否显著。\n",
    "在统计学中，两独立样本 检验的前提条件为：\n",
    "   样本观测值之间是独立的。\n",
    "   两个变量服从正态分布。\n",
    "同时，我们需要考虑两个样本的方差是否相同，方差是否相同，检验结果也有有所差异。"
   ]
  },
  {
   "cell_type": "raw",
   "id": "b64a2374",
   "metadata": {
    "hidden": true
   },
   "source": [
    "观测值独立:\n",
    "一个城市的空气质量与其他城市的空气质量是没有影响的,因此观测值是相互独立的"
   ]
  },
  {
   "cell_type": "raw",
   "id": "d265c7e5",
   "metadata": {
    "hidden": true
   },
   "source": [
    "正态分布检验我们可以用\n",
    "绘制数据的分布图。\n",
    "绘制PP图与QQ图。\n",
    "使用假设检验。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d58997c5",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "##### 首先绘制一下两独立样本的分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "034691a3",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='AQI', ylabel='Density'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coastal=data[data['Coastal']=='是']['AQI']\n",
    "inland=data[data['Coastal']=='否']['AQI']\n",
    "\n",
    "fig,ax=plt.subplots(1,2)\n",
    "fig.set_size_inches(15,5)\n",
    "sns.distplot(coastal,ax=ax[0])\n",
    "sns.distplot(inland,ax=ax[1])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0139cb2",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "##### 绘制PP图和QQ图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9cd625a4",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "from scipy import stats\n",
    "\n",
    "# 定义绘制pp图和qq图的函数\n",
    "def plot_pp_qq(d):\n",
    "    fig,ax=plt.subplots(1,2)\n",
    "    fig.set_size_inches(15,5)\n",
    "    scale_data=(d-d.mean())/d.std()\n",
    "    '''\n",
    "    创建ProbPlot对象,用于绘制pp图和qq图\n",
    "    data:样本数据\n",
    "    dist:分布,默认为正态分布.数据data会与该分布进行对比\n",
    "    '''\n",
    "    p=sm.ProbPlot(data=scale_data,dist=stats.norm)\n",
    "    p.ppplot(line='45',ax=ax[0])\n",
    "    ax[0].set_title('PP图')\n",
    "    p.qqplot(line='45',ax=ax[1])\n",
    "    ax[1].set_title('QQ图')\n",
    "    plt.show()\n",
    "plot_pp_qq(coastal)\n",
    "plot_pp_qq(inland)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f1fd692",
   "metadata": {
    "heading_collapsed": true,
    "hidden": true
   },
   "source": [
    "##### 假设检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "cd2a191e",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NormaltestResult(statistic=21.143187601170315, pvalue=2.5633927252643683e-05)\n",
      "NormaltestResult(statistic=67.05204155603354, pvalue=2.7531772733964943e-15)\n"
     ]
    }
   ],
   "source": [
    "# 可以用假设检验验证一组观测值是否来自正态分布的总体\n",
    "# 原假设:观测值来自于正态分布的总体\n",
    "# 备择假设:观测值并非来自正态分布的总体\n",
    "\n",
    "print(stats.normaltest(coastal))\n",
    "print(stats.normaltest(inland))"
   ]
  },
  {
   "cell_type": "raw",
   "id": "c64b388b",
   "metadata": {
    "hidden": true
   },
   "source": [
    "由以上几种检验样本是否来自正态分布的总体,可知,该内陆城市和沿海城市均不服从正态分布,所以两者不能\n",
    "利用两个独立样本的t检验.在假设检验中,很多假设都是以总体分布为前提的,例如Z检验和t检验.当总体并非正态分布时,我们可以采用如下的方式:\n",
    "使用非参数检验"
   ]
  },
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   "cell_type": "markdown",
   "id": "5dfccb36",
   "metadata": {
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   "source": [
    "##### 非参数检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "94365fa6",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MannwhitneyuResult(statistic=7128.0, pvalue=0.0001254588878025777)\n",
      "RanksumsResult(statistic=-3.661763076284923, pvalue=0.00025048546022636835)\n"
     ]
    }
   ],
   "source": [
    "# 使用非参数检验,来实现两样本是否来自同一分布\n",
    "# 曼惠特尼检验.应该仅在每个样本容量>20时使用\n",
    "# 原假设:两个样本服从相同的分布\n",
    "# 备择假设:两个样本服从不同的分布\n",
    "print(stats.mannwhitneyu(coastal,inland))\n",
    "\n",
    "# 威尔科克森秩和检验\n",
    "# 原假设:两个样本服从相同的分布\n",
    "# 备择假设:两个样本服从不同的分布\n",
    "\n",
    "print(stats.ranksums(coastal,inland))"
   ]
  },
  {
   "cell_type": "raw",
   "id": "884c714e",
   "metadata": {
    "hidden": true
   },
   "source": [
    "由以上两个非参数检验可得,p值远远小于0.05 所以拒绝原假设,服从备择假设,即两个样本服从不同的分布,\n",
    "最终也就得出,内陆城市和临海城市是服从不同分布的两种样本.所以也就验证了临海城市比内陆城市的空气质量\n",
    "好"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b63efe7",
   "metadata": {},
   "source": [
    "### 空气质量都受那些因素影响?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c64d86fe",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d10acc1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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